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中文(ZH) 🌘 「有用工作量證明」中的實用性鴻溝:對 Pearl 區塊鏈 cuPOW 協議的實證研究 ➤ 當區塊鏈宣稱「AI 挖礦」:一場空洞的算力幻象 ✤ https:// arxiv.org/abs/2606.04819 這項研究揭露了 Pearl 區塊鏈所推廣的「有用工作量證明」(PoUW)機制背後的真相。儘管 Pearl

Pearl blockchain's 'AI mining' claims debunked by research

A new study has debunked the claims of the Pearl blockchain's "Proof of Useful Work" (PoUW) mechanism, revealing it does not contribute to AI inference as advertised. Despite boasting significant computational power, the network's operations were found to consist of trivial arithmetic calculations, failing to produce any valuable AI output. The research highlights that this system has led to inflated GPU rental prices and diverted resources from genuine scientific research, exposing a practical gap between theoretical PoUW and its real-world application. AI

IMPACT Blockchain 'AI mining' schemes are diverting GPU resources from legitimate research, inflating costs and creating a false impression of utility.

RANK_REASON The cluster contains an academic paper analyzing a blockchain protocol. [lever_c_demoted from research: ic=1 ai=0.7]

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  1. Mastodon — fosstodon.org TIER_1 中文(ZH) · [email protected] ·

    The Practicality Gap in "Proof-of-Useful-Work": An Empirical Study on Pearl Blockchain's cuPOW Protocol ➤ When Blockchain Claims "AI Mining": An Empty Illusion of Computing Power ✤ https://arxiv.org/abs/2606.04819 This study reveals the truth behind the "Proof-of-Useful-Work" (PoUW) mechanism promoted by the Pearl blockchain. Despite Pearl

    🌘 「有用工作量證明」中的實用性鴻溝:對 Pearl 區塊鏈 cuPOW 協議的實證研究 ➤ 當區塊鏈宣稱「AI 挖礦」:一場空洞的算力幻象 ✤ https:// arxiv.org/abs/2606.04819 這項研究揭露了 Pearl 區塊鏈所推廣的「有用工作量證明」(PoUW)機制背後的真相。儘管 Pearl 宣稱其網絡在保障安全性的同時能執行 AI 推論計算,但研究人員發現,該網絡龐大的算力(24 EH/s)實際上並未產生任何有價值的 AI 運算成果。事實上,由於礦工湧入,GPU 租賃價格飆升且資源遭佔用,排擠了真正需要的科研運算需求。研究通過…